{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 折线图",
   "id": "3d84e276f3707fdc"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-04T07:41:40.694107Z",
     "start_time": "2025-09-04T07:41:38.763967Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei', 'Microsoft YaHei', 'DejaVu Sans']  # 黑体、微软雅黑\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "path = 'D:/2506A/monty03/day09/file/'"
   ],
   "id": "f0f93f53fed8ed64",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-04T08:04:13.279036Z",
     "start_time": "2025-09-04T08:04:13.147155Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '成绩3.xlsx')\n",
    "\n",
    "# 绘制折线图\n",
    "plt.plot(data.姓名,data.理论,color='r',linestyle='-',marker='o',markerfacecolor='k',markersize=8)\n",
    "plt.plot(data.姓名,data.机试,color='b',linestyle='-',marker='o',markerfacecolor='y',markersize=8)\n",
    "plt.plot(data.姓名,data.品德,color='g',linestyle='-',marker='o',markerfacecolor='m',markersize=8)\n",
    "\n",
    "# 指定y轴显示范围\n",
    "plt.ylim(0,120)\n",
    "\n",
    "# 数据点的上方显示数据\n",
    "# for x,y in enumerate(data.理论):\n",
    "#     plt.text(x=x,y=y+2,s=str(y),ha='center',va='bottom',color='k')\n",
    "#\n",
    "# plt.show()\n",
    "\n",
    "for item in [data.理论,data.机试,data.品德]:\n",
    "    for x,y in zip(data.姓名,item):\n",
    "        plt.text(x=x,y=y+2,s=str(y),ha='center',va='bottom',color='k')\n",
    "\n"
   ],
   "id": "f9add0be8d196979",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 58
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## 给柱状图加一条平均线\n",
    "- 函数： axhline()  绘制水平线"
   ],
   "id": "5d37ab6f918d7e3a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-04T08:27:53.097803Z",
     "start_time": "2025-09-04T08:27:53.022768Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '成绩3.xlsx')\n",
    "\n",
    "# 画柱状图\n",
    "plt.bar(x=data.姓名,height=data.机试,label='成绩',alpha=0.7)\n",
    "\n",
    "# 显示图例\n",
    "plt.legend(loc='upper right')\n",
    "\n",
    "# 计算平均分\n",
    "import numpy as np\n",
    "score = np.mean(data.机试) # 平均分\n",
    "\n",
    "# 划线\n",
    "plt.axhline(y=score,color='r',linestyle=':',linewidth=2)\n",
    "\n",
    "plt.show()"
   ],
   "id": "d2ca45c40ceb5b5e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 64
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
